Prepare Data for SVD Analysis

Creating svd file for columns-humidity

SVD

Loading svd file for columns-humidity

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 4.785856615762843e-14
Diff reconstruction: 0.9695606734152513

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'75803.89607117951; 4053.8215361371404; 2387.6352966807217; 1652.0914741073727; 1239.8196238390885; 1127.3209703086852; 825.9239336358328; 664.902666553453; 571.2074230472492; 497.99171093302664; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 7.511668529219464e-12; 5.8144165497903685e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7659787 bytes to output/columns-humidity_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-humidity_svd_files/
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Writing 63847 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7109089 bytes to output/columns-humidity_svd.pdf